{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://mp.weixin.qq.com/s?__biz=MzkyMDMxNDkxOA==&mid=2247484393&idx=1&sn=f2b6dc47aa431a5c629ab52c8e942e77&chksm=c195f6a0f6e27fb63bdc44efd7710a692326921e5e0695640567c2435e1e133fa12f7e63728c&scene=178&cur_album_id=3447886516519747585#rd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 振动升降指标ASI策略.py\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_hist_k_data(code,start_date,end_date,frequency='d')->pd.DataFrame:\n",
    "    \"\"\"\n",
    "    获取历史K线数据\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    import baostock as bs\n",
    "    bs.login()\n",
    "    rs = bs.query_history_k_data_plus(code,\"date,code,open,high,low,close,preclose,volume,amount,pctChg\",start_date,end_date,frequency=frequency)\n",
    "    data_list = []\n",
    "    while (rs.error_code == '0') & rs.next():\n",
    "        # 获取一条记录，将记录合并在一起\n",
    "        data_list.append(rs.get_row_data())\n",
    "    result = pd.DataFrame(data_list, columns=rs.fields)\n",
    "    result.open = result.open.astype(float)\n",
    "    result.high = result.high.astype(float)\n",
    "    result.low = result.low.astype(float)\n",
    "    result.close = result.close.astype(float)\n",
    "    result.date= pd.to_datetime(result.date)\n",
    "    result.set_index('date',inplace=True)\n",
    "    bs.logout()\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "login success!\n",
      "logout success!\n"
     ]
    }
   ],
   "source": [
    "# 获取股票数据\n",
    "stock_symbol = 'sz.000001'\n",
    "start_date = '2005-01-01'\n",
    "end_date = '2023-01-01'\n",
    "data = get_hist_k_data(stock_symbol, start_date, end_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算VRSI指标\n",
    "def calculate_vrsi(data, period=14):\n",
    "    data['Up Volume'] = np.where(data['close'] > data['close'].shift(1), data['volume'], 0)\n",
    "    data['Down Volume'] = np.where(data['close'] < data['close'].shift(1), data['volume'], 0)\n",
    "    data['Up Average'] = data['Up Volume'].rolling(window=period).mean()\n",
    "    data['Down Average'] = data['Down Volume'].rolling(window=period).mean()\n",
    "    data['VRSI'] = 100 - (100 / (1 + data['Up Average'] / data['Down Average']))\n",
    "    return data\n",
    "\n",
    "# 设置VRSI阈值\n",
    "buy_threshold = 30\n",
    "sell_threshold = 70\n",
    "\n",
    "# 生成交易信号\n",
    "data = calculate_vrsi(data)\n",
    "data['Signal'] = 0\n",
    "data['Position'] = 0\n",
    "\n",
    "# 当VRSI值从低于30上升超过30时买入\n",
    "data.loc[(data['VRSI'] > buy_threshold) & (data['VRSI'].shift(1) < buy_threshold), 'Signal'] = 1\n",
    "# 当VRSI值从高于70下降超过70时卖出\n",
    "data.loc[(data['VRSI'] < sell_threshold) & (data['VRSI'].shift(1) > sell_threshold), 'Signal'] = -1\n",
    "\n",
    "# 计算持仓\n",
    "data['Position'] = data['Signal'].diff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 回测策略\n",
    "def backtest_strategy(data):\n",
    "    data['Strategy_Returns'] = data['Position'].shift(1) * data['close'].pct_change()\n",
    "    data['Cumulative_Returns'] = (1 + data['Strategy_Returns']).cumprod()\n",
    "    return data\n",
    "\n",
    "data = backtest_strategy(data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制策略的累计收益\n",
    "plt.figure(figsize=(14, 7))\n",
    "plt.plot(data['Cumulative_Returns'], label='VRSI Strategy')\n",
    "plt.title('VRSI Strategy Cumulative Returns')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Cumulative Returns')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tf",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
